Generative Artificial Intelligence for Synthetic Spectral Data Augmentation in Sensor-Based Plastic Recycling by Roman-David Kulko, Andreas Hanus, Benedikt Elser

“…Additionally, the transfer of optimized augmentation parameters to unseen classes indicates potential for generalization across material types. …”
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Auto-embedding transformer under multi-source information fusion for few-shot fault diagnosis by Bo Wang, Shuai Zhao, Qian Zhao, Yang Bai

“…In the final stage, the architecture integrates global max pooling and global average pooling operations to optimize feature abstraction and improve resilience to data variations. …”
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Challenges associated with the Management of Haematological Malignancies in sub-Saharan Africa by Shehu, A.R.* 1, Erhabor, O. 1, Hamid, K. 2, Umar Z.U. 2

“…In most SSA countries, advanced health care systems and technologies required for the effective management of patients are neither geographically nor economically accessible. …”
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Evolution of biofuels: Unraveling diverse applications and emerging horizons by Fatima Akram, Esha Shoaib, Taseer Fatima, Ifrah Shabbir, Ikram-ul Haq

“…Transesterification synthesis of biodiesel with different chemical catalysts and biocatalysts shows continuous efforts toward making the process more efficient and economically viable; emerging technologies like hydrodeoxygenation and pyrolysis open new routes for optimized biofuel production with less environmental impact. …”
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De la ruche-tronc à la ruche à cadres : ethnoécologie historique de l’apiculture en Cévennes by Ameline Lehébel-Péron, Daniel Travier, Alain Renaux, Edmond Dounias, Bertrand Schatz

“…Such understanding is nonetheless crucial to conceive appropriate community-based resource management in socioecological systems that have been profoundly imprinted by beekeeping activities. …”
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Mathematical modeling of blood flow with copper and graphene nanoparticles in inclined stenotic arteries by Pooriya Majidi Zar, Zahra Poolaei Moziraji, Ali Ahmadi Azar

“…They offer pathways for optimizing nanoparticle–mediated treatments in cardiovascular diseases and oncology.…”
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Fabrication of Iron oxide nanoparticle loaded recycled PET nanofibers for water purification applications by Amira Hassan, Ahmed Abd El-Aziz, Mohamed Elwi, Anke Klingner

“…The research focuses on incorporating Iron Oxide (Fe3O4) nanoparticles into fibrous PET membranes, optimizing their performance for heavy metal ions removal. …”
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Evaluating Smart Home Usability and Accessibility in Early Detection and Intervention of Mental Health Challenges Among Older Adults: A Narrative Review and Framework by Mohammad Mahdi Fakhimi, Adriana Hughes, Alisson M. Gustavson

“…Based on these findings, we propose a holistic framework integrating technical innovation with human-centered design to address these challenges and optimize SHTs for mental healthcare. <i>Conclusions</i>: Tailored systems that prioritize usability, accessibility, ethical data management, and user feedback can empower older adults to maintain autonomy, support aging in place, and enhance their quality of life with dignity.…”
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The impact of farm input subsidies on improving fertilizer use and enhancing maize productivity in Malawi by Blessings B. Nyirongo, Robertson Khataza

“…However, the intended policy outcomes of enhancing productivity and poverty reduction would not be fully optimized if smallholder farmers are technically inefficient. …”
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The Effect of Temperature on Intestinal Flora Imbalance Based on Time Series Prediction Model by Jing Zhu, Yafei Xue, Shuyuan Yang

“…A series of effects caused by temperature change are the biggest problems faced by biological systems. These irregular environmental characteristics have brought new challenges to people and even animal groups. …”
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Applied Research Note: Operation of drones and autonomous vehicles in confined housing to assist in house management by W.D. Daley, Colin Usher, Nate Damen, Brian Fairchild

“…SUMMARY: Poultry farmers are required by many integrators to walk their houses at least once per day to observe the birds and check environmental conditions to make timely changes to optimize bird performance and wellbeing. Houses are now on average about 54 feet wide by 575 feet long. …”
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Altered spawning seasons of Atlantic salmon broodstock transcriptionally and epigenetically influence cell cycle and lipid-mediated regulations in their offspring. by Takaya Saito, Marit Espe, Maren Mommens, Christoph Bock, Jorge M O Fernandes, Kaja Helvik Skjærven

“…The consequences of our findings are significant for growth and health, potentially providing information for developing valuable tools for assessing growth potential and optimizing production strategies in aquaculture.…”
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SEGMENTATION OF ELECTRONIC PLANOGRAMS BY MEANS OF ARTIFICIAL INTELLIGENCE by V.V. Mikhailishin

“…The integration of this model into medical decision support systems will speed up the process of image analysis and reduce the labor costs of specialists, which will optimize research and improve the quality of medical services. …”

Harnessing microbial allies: enhancing black alder resilience to PAH stress through microbial symbiosis by Greta Striganavičiūtė, Dorotėja Vaitiekūnaitė, Milana Šilanskienė, Vaida Sirgedaitė-Šėžienė

“…Our study suggests that tailored microbial inoculants, in combination with appropriate plant genotypes, could optimize phytoremediation efforts in PAH-contaminated environments. …”
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Immune-evasive beta cells in type 1 diabetes: innovations in genetic engineering, biomaterials, and computational modeling by Ismail Can Karaoglu, Doğukan Duymaz, Mudassir M. Rashid, Seda Kizilel

“…We mention that recent advances in machine learning and computational modeling also play a crucial role in optimizing therapeutic outcomes, predicting clinical responses, and facilitating personalized treatment approaches. …”
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Metal oxide nanoparticles as promising agents for triggering defense mechanisms in plants against bacterial diseases by Kindye Belaye Wassie, Getahun Yemata

“…MONPs have a promising future in plant protection, with continuing research aimed at optimizing their size, surface properties, and delivery techniques to improve their efficacy and durability.…”
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Synthesis, Functionalization, and Biomedical Applications of Iron Oxide Nanoparticles (IONPs) by Mostafa Salehirozveh, Parisa Dehghani, Ivan Mijakovic

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Digitalization and legislative support in intellectual property protection for fodder additive production technologies by Ruzinazarov Shukhrat, Achilova Liliya, Ismailova Rano, Men Viktoriya

“…EU research showcases the transformative potential of digital tools in optimizing resource use, enhancing sustainability, and improving agricultural efficiency. …”
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The Green Mosques: Catalysts for Environmental Stewardship and Sustainable Development in Muslim Communities by Saboor Abdul, Manzoor Zainab, Shabir Abbasi Rashid

“…Through desk research and case studies of mosques in Indonesia, Malaysia, and Morocco, the research underlines the initiatives that have reduced energy consumption, optimized water use, and fostered community involvement. …”
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Clinicopathologic characteristics and predictive nomogram of skip lymph node metastasis in gastric cancer by Xinwei Zhang, Yuwei Du, Yuegang Li, Chi Xue, Zhi Zhu

“…The resulting nomogram demonstrated high accuracy in risk stratification, providing a visual tool to optimize lymph node dissection strategies. These findings support incorporating metastatic location into gastric cancer staging systems and the location of LN metastasis should be considered to improve the LN staging.…”
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